ALI Performance Tests on Blake¶
Introduction¶
Currently testing the Greenland Ice Sheet (GIS) and Antartica Ice Sheet (AIS) in Albany Land Ice (ALI) using Intel Skylake CPUs on blake.
Architectures:¶
| Name | Blake (SKX) |
|---|---|
| CPU | Dual-socket Intel Xeon Platinum 8160 (Skylake) |
| Cores/Node | 48 |
| Threads/Core | 2 |
| Memory/Node | 187 GB |
| Interconnect | Intel OmniPath Gen-1 (100 GB/s) |
| Compiler | Intel 18.1.163 |
| MPI | openmpi 2.1.2 |
Cases:¶
| Case Name | Number of Processes (np) | Description |
|---|---|---|
| ant-2-20km_ml_ls | 384 | Unstructured 2-20km AIS, ML w/ line smoothing |
| ant-2-20km_mu_ls | 384 | Unstructured 2-20km AIS, MueLu w/ line smoothing |
| ant-2-20km_mu_dls | 384 | Unstructured 2-20km AIS, MueLu w/ decoupled line smoothing |
| greenland-1-7km_fea_1ws | 384 | Unstructured 1-7km GIS, finite element assembly only, single workset |
| greenland-1-7km_ml_ls_1ws | 384 | Unstructured 1-7km GIS, ML w/ line smoothing, single workset |
| greenland-1-7km_mu_ls_1ws | 384 | Unstructured 1-7km GIS, MueLu w/ line smoothing, single workset |
| greenland-1-7km_mu_dls_1ws | 384 | Unstructured 1-7km GIS, MueLu w/ decoupled line smoothing, single workset |
| greenland-1-7km_fea_mem | 384 | Unstructured 1-7km GIS, finite element assembly only, memoization |
| greenland-1-7km_ml_ls_mem | 384 | Unstructured 1-7km GIS, ML w/ line smoothing, memoization |
| greenland-1-7km_mu_ls_mem | 384 | Unstructured 1-7km GIS, MueLu w/ line smoothing, memoization |
| greenland-1-7km_mu_dls_mem | 384 | Unstructured 1-7km GIS, MueLu w/ decoupled line smoothing, memoization |
Timers:¶
| Timer Name | Level | Description |
|---|---|---|
| Albany Total Time | 0 | Total wall-clock time of simulation |
| Albany: Setup Time | 1 | Preprocess |
| Albany: Total Fill Time | 1 | Finite element assembly |
| Albany Fill: Residual | 2 | Residual assembly |
| Albany Residual Fill: Evaluate | 3 | Compute the residual, local/global assembly |
| Albany Residual Fill: Export | 3 | Update global residual across MPI ranks |
| Albany Fill: Jacobian | 2 | Jacobian assembly |
| Albany Jacobian Fill: Evaluate | 3 | Compute the Jacobian, local/global assembly |
| Albany Jacobian Fill: Export | 3 | Update global Jacobian across MPI ranks |
| NOX Total Preconditioner Construction | 1 | Construct Preconditioner |
| NOX Total Linear Solve | 1 | Linear Solve |
In [1]:
import datetime as dt
import glob
import matplotlib.pyplot as plt
import matplotlib.dates as mdates
import os
# Import scripts
from json2status import json2status
from json2timeline import json2timeline
# Extract file names
files = glob.glob('ctest-*')
Performance Tests Status¶
In [2]:
%matplotlib inline
#plt.rc('text', usetex=True)
plt.rc('font', family='serif', size=24)
plt.rcParams['figure.figsize'] = (14, 6)
# Cases to plot
cases = ('ant-2-20km_ml_ls',
'ant-2-20km_mu_ls',
'ant-2-20km_mu_dls',
'green-1-7km_fea_1ws',
'green-1-7km_ml_ls_1ws',
'green-1-7km_mu_ls_1ws',
'green-1-7km_mu_dls_1ws',
'green-1-7km_fea_mem',
'green-1-7km_ml_ls_mem',
'green-1-7km_mu_ls_mem',
'green-1-7km_mu_dls_mem')
np = 384
# Plot:
plt.figure()
imarker = 0
markers = ['+','o','*','x','v','d','^','s','>','<','+']
legNames = []
for case in cases:
# Extract info and plot
dates, status = json2status(files, case, np)
fdates = [dt.datetime.strptime(str(d),'%Y%m%d').date() for d in dates]
plt.plot(fdates, status, markersize=8.0, marker=markers[imarker], linestyle='None')
imarker = imarker + 1
legNames.append(case+'-np'+str(np))
plt.xlabel('Date')
plt.ylabel('Pass/Fail')
#plt.ylim((6e-3, 1e-1))
plt.legend(legNames,fontsize=14,loc='center left')
plt.tight_layout()
plt.title('Performance Tests Status')
ax = plt.gca()
ax.set_axisbelow(True)
ax.grid(linestyle='--', alpha=0.5)
ax.xaxis.set_major_locator(plt.MaxNLocator(5))
#ax.tick_params(axis='x',rotation = 45)
plt.show()
Performance Timelines¶
In [3]:
%matplotlib inline
#plt.rc('text', usetex=True)
plt.rc('font', family='serif', size=24)
plt.rcParams['figure.figsize'] = (12, 6)
# Cases to plot:
cases = ('ant-2-20km_ml_ls',
'ant-2-20km_mu_ls',
'ant-2-20km_mu_dls',
'green-1-7km_fea_1ws',
'green-1-7km_ml_ls_1ws',
'green-1-7km_mu_ls_1ws',
'green-1-7km_mu_dls_1ws',
'green-1-7km_fea_mem',
'green-1-7km_ml_ls_mem',
'green-1-7km_mu_ls_mem',
'green-1-7km_mu_dls_mem')
np = 384
names = ('Total Time',
'Setup Time',
'Total Fill Time',
'Residual Fill',
'Residual Fill Evaluate',
'Residual Fill Export',
'Jacobian Fill',
'Jacobian Fill Evaluate',
'Jacobian Fill Export',
'NOX Total Preconditioner Construction',
'NOX Total Linear Solve')
timers = ('Albany Total Time:',
'Albany: Setup Time:',
'Albany: Total Fill Time:',
'Albany Fill: Residual:',
'Albany Residual Fill: Evaluate:',
'Albany Residual Fill: Export:',
'Albany Fill: Jacobian:',
'Albany Jacobian Fill: Evaluate:',
'Albany Jacobian Fill: Export:',
'NOX Total Preconditioner Construction:',
'NOX Total Linear Solve:')
# Plot:
for case in cases:
for name, timer in zip(names, timers):
dates, wtimes = json2timeline(files, case, np, timer, False)
fdates = [dt.datetime.strptime(str(d),'%Y%m%d').date() for d in dates]
# Plot
plt.figure()
plt.plot(fdates, wtimes, linewidth=3.0)
plt.xlabel('Date')
plt.ylabel('Wall-clock time (s)')
#plt.ylim((6e-3, 1e-1))
plt.tight_layout()
plt.title(case + ' timeline - ' + name)
ax = plt.gca()
ax.set_axisbelow(True)
ax.grid(linestyle='--', alpha=0.5)
ax.xaxis.set_major_locator(plt.MaxNLocator(5))
#ax.tick_params(axis='x',rotation = 45)
plt.show()
# Print
print("Dates: ", dates)
print("Wall-clock Time: ", wtimes)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (185.274, 201.549, 197.528, 208.615, 183.471, 194.819, 188.244, 190.846, 182.686, 197.163, 191.474, 191.464, 191.893, 211.889, 184.097, 186.899, 203.695, 185.801, 193.041, 185.062, 185.318, 184.402, 203.651, 196.363, 185.543)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (5.51616, 13.1704, 15.1645, 7.28887, 6.57317, 14.5286, 8.51446, 9.28736, 6.60224, 12.418, 9.53674, 8.60917, 11.9559, 13.8982, 7.38558, 8.10315, 9.00124, 8.11343, 13.7607, 7.05395, 6.85024, 6.64787, 15.4759, 9.03044, 7.69407)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (154.922, 162.603, 156.099, 171.139, 148.456, 151.298, 154.881, 152.752, 151.872, 154.288, 154.099, 156.11, 155.499, 166.501, 147.559, 148.748, 163.022, 147.932, 148.556, 148.28, 148.681, 148.539, 157.172, 157.471, 148.318)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (77.2019, 78.9798, 76.8354, 78.4598, 75.7741, 75.6764, 76.3313, 78.0529, 76.8571, 75.378, 76.5262, 75.566, 76.6597, 81.9433, 75.1047, 76.1672, 78.6518, 75.7301, 76.078, 75.3699, 75.8545, 75.7519, 77.4731, 79.8334, 75.3394)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (69.8607, 69.5994, 69.8973, 70.1796, 69.7059, 69.7783, 69.776, 69.9341, 69.9375, 70.2071, 69.5635, 69.5699, 70.2727, 70.5683, 69.9745, 69.7714, 70.1375, 69.7722, 69.8831, 70.0138, 69.9795, 69.9611, 69.5895, 70.0711, 69.7597)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (5.70978, 7.13628, 5.20056, 6.50826, 4.91687, 4.53196, 5.73409, 5.62516, 6.14941, 3.79208, 5.79895, 4.80205, 5.35982, 8.59205, 4.13232, 5.22485, 6.80963, 4.97096, 5.19454, 4.32955, 4.71748, 4.807, 5.24876, 5.32001, 4.54076)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (77.7189, 83.6217, 79.2629, 92.6775, 72.6808, 75.6203, 78.5487, 74.6976, 75.0132, 78.9091, 77.5713, 80.5424, 78.8385, 84.5562, 72.4529, 72.5797, 84.3694, 72.2005, 72.4771, 72.9083, 72.8255, 72.7861, 79.6975, 77.6361, 72.977)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (65.3743, 65.3251, 65.6604, 67.8577, 65.5838, 65.6251, 65.5711, 65.5708, 65.5009, 65.9551, 65.359, 65.1776, 65.9782, 66.459, 65.9861, 65.7025, 67.8652, 65.8036, 65.7514, 66.0068, 66.0027, 65.9098, 65.5264, 65.5524, 65.4691)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (4.82185, 6.92943, 4.48212, 15.1575, 5.06582, 5.75597, 5.91822, 4.67299, 4.56223, 5.55555, 5.12987, 4.21975, 6.14119, 9.72335, 4.11459, 4.89773, 8.0464, 4.38829, 4.69324, 4.59917, 4.75835, 4.80373, 7.50393, 5.29315, 5.45442)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (3.7695, 4.49467, 5.26111, 4.77997, 3.56072, 3.79174, 3.67986, 3.87113, 3.52729, 4.84835, 3.66358, 3.6784, 4.43603, 4.69153, 3.75302, 3.82827, 5.20947, 3.88333, 3.85873, 3.90332, 3.78201, 3.77953, 4.734, 3.98109, 3.94249)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (20.3028, 20.1725, 19.7391, 24.1758, 24.0537, 24.1636, 19.8109, 23.8589, 20.0116, 24.3384, 23.3356, 22.2799, 18.563, 25.0764, 24.3896, 25.1864, 24.6095, 24.7637, 25.3404, 24.2274, 24.4559, 24.384, 24.7769, 24.5749, 24.4157)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (184.061, 188.156, 180.698, 187.553, 186.11, 186.3, 188.951, 185.356, 182.436, 195.772, 186.152, 183.289, 180.579, 183.1, 186.567, 186.597, 198.381, 188.845, 189.454, 190.237, 187.589, 184.973, 186.276, 187.22, 189.939, 188.149, 187.971)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (6.45611, 6.92513, 6.4935, 8.17776, 5.98308, 5.84309, 7.17387, 5.6664, 5.99887, 15.1506, 7.509, 6.03102, 6.67354, 6.39661, 7.18458, 6.02364, 14.849, 6.93945, 6.49274, 7.38268, 6.24346, 5.59911, 5.81418, 5.8597, 7.64531, 6.6905, 5.81692)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (144.079, 145.316, 143.485, 145.453, 144.747, 144.389, 146.299, 144.402, 143.717, 149.287, 144.63, 143.493, 142.531, 144.302, 144.149, 144.378, 147.122, 144.341, 145.474, 145.352, 144.145, 144.883, 145.165, 144.96, 144.995, 145.143, 145.179)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (72.1694, 72.2507, 72.1649, 72.6369, 72.4191, 72.3791, 72.5243, 72.4152, 71.9354, 72.0762, 72.5392, 71.5451, 71.4782, 72.5219, 72.145, 72.3314, 72.0293, 71.9665, 72.2352, 71.9347, 71.8534, 72.0439, 72.1527, 71.9353, 71.7189, 72.2731, 72.048)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (69.7416, 69.6059, 69.8364, 69.8247, 69.6003, 69.6507, 69.7792, 69.8273, 69.835, 69.9288, 70.2816, 69.6237, 69.6168, 70.2123, 69.9694, 69.9992, 69.7678, 69.7121, 69.7339, 69.7276, 69.86, 69.9142, 69.9532, 69.9447, 69.525, 69.7601, 69.699)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.888325, 0.982857, 0.841178, 1.10815, 1.03588, 1.06337, 1.02948, 1.05637, 0.683434, 0.772218, 0.785633, 0.656315, 0.664193, 0.823817, 0.725474, 0.805881, 0.755008, 0.723749, 0.851465, 0.735521, 0.662282, 0.733589, 0.768542, 0.655492, 0.688331, 0.845591, 0.776368)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (71.9089, 73.0644, 71.3196, 72.815, 72.3275, 72.0088, 73.7741, 71.9856, 71.7805, 77.2097, 72.0901, 71.9466, 71.0515, 71.779, 72.0028, 72.0455, 75.0923, 72.3734, 73.238, 73.4159, 72.291, 72.8381, 73.0117, 73.024, 73.2751, 72.8695, 73.13)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (65.4934, 65.5543, 65.7607, 65.579, 65.4541, 65.3846, 65.6124, 65.6218, 65.2821, 65.5485, 65.6907, 65.3731, 65.2215, 65.5904, 65.6665, 65.6972, 65.4668, 65.5182, 65.6358, 65.7968, 65.614, 65.8411, 65.8996, 65.9358, 65.4664, 65.48, 65.3666)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.70382, 2.60968, 2.47276, 2.75184, 2.72144, 2.731, 2.96719, 2.60259, 2.75993, 2.52445, 2.69322, 2.33207, 2.40254, 2.87089, 2.57844, 2.60803, 2.78781, 2.8308, 2.74031, 2.61392, 2.38262, 2.4662, 2.47538, 2.4212, 2.70085, 2.83923, 2.87776)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (5.48295, 5.44062, 4.9945, 5.39091, 5.25201, 5.87993, 5.61347, 5.30123, 5.06355, 5.57823, 5.4275, 5.2423, 5.10905, 4.58438, 5.86568, 5.39154, 6.3803, 4.88631, 5.64015, 5.86788, 6.93826, 4.79704, 4.86833, 5.34347, 5.47723, 5.44429, 5.89546)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (23.1494, 24.9198, 21.3875, 25.2828, 25.199, 25.3439, 25.0112, 25.2189, 23.1526, 20.2672, 24.6787, 23.8073, 23.0293, 23.2807, 25.351, 25.5714, 25.3717, 26.33, 26.0471, 26.9193, 26.3126, 25.6848, 25.6901, 25.7919, 26.4571, 26.1063, 25.9417)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (181.559, 187.162, 179.775, 184.786, 183.268, 183.561, 184.286, 184.564, 180.025, 180.403, 183.854, 183.036, 178.894, 182.21, 183.785, 184.9, 185.685, 185.249, 184.979, 185.34, 184.746, 184.31, 185.368, 185.188, 185.658, 186.031, 184.696)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (5.9123, 5.51392, 5.28225, 5.65319, 5.65517, 5.71798, 5.4665, 5.58814, 5.45062, 5.79448, 5.68791, 5.50427, 5.56282, 5.7487, 5.74832, 5.77543, 6.02783, 6.13224, 5.86831, 6.58258, 6.45698, 5.82496, 5.88367, 5.71052, 6.32711, 5.79222, 5.80429)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (144.176, 145.235, 143.101, 144.718, 144.386, 144.36, 144.494, 144.634, 144.285, 143.563, 144.281, 143.594, 142.539, 145.503, 144.246, 143.854, 145.483, 144.569, 144.149, 143.921, 144.225, 144.499, 145.25, 145.144, 144.55, 145.49, 144.28)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (72.2062, 72.2826, 71.9351, 72.269, 72.0428, 72.1965, 72.1963, 72.5995, 72.3185, 71.9042, 72.5087, 71.4866, 71.7793, 72.847, 72.3693, 72.3551, 72.1997, 72.1001, 72.006, 71.8829, 72.0661, 72.0504, 72.1269, 72.0223, 71.6633, 72.2233, 71.8626)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (69.6457, 69.5742, 69.8892, 69.6763, 69.5862, 69.7707, 69.7428, 69.8323, 69.9277, 69.9298, 70.2235, 69.5465, 69.6634, 70.3891, 69.9809, 70.1263, 69.7432, 69.7781, 69.7767, 69.7043, 69.9386, 69.986, 69.9911, 70.0072, 69.5791, 69.7609, 69.6447)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.993452, 0.926048, 0.684304, 0.965064, 0.910986, 0.934948, 0.890398, 1.12095, 0.857183, 0.703679, 0.823832, 0.639714, 0.75289, 0.88173, 0.847172, 0.774391, 0.838265, 0.732189, 0.739353, 0.729484, 0.726086, 0.691308, 0.779716, 0.654032, 0.626598, 0.826888, 0.736585)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (71.9685, 72.9518, 71.1655, 72.4483, 72.342, 72.1626, 72.2969, 72.0334, 71.9659, 71.6575, 71.7718, 72.1064, 70.7592, 72.6551, 71.8761, 71.4981, 73.2822, 72.468, 72.1417, 72.037, 72.1584, 72.4477, 73.1225, 73.1207, 72.8855, 73.266, 72.4166)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (65.4941, 65.5026, 65.5488, 65.4495, 65.4185, 65.5382, 65.5626, 65.6255, 65.4163, 65.4304, 65.7487, 65.3145, 65.3086, 65.7655, 65.7552, 65.7093, 65.5648, 65.6837, 65.7736, 65.5536, 65.7751, 65.8671, 65.9586, 65.8363, 65.4062, 65.5153, 65.4429)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.64387, 2.66735, 2.54493, 2.74355, 2.73719, 2.74097, 2.79966, 2.59046, 2.80833, 2.45193, 2.65192, 2.28481, 2.38884, 2.94265, 2.4742, 2.51532, 2.83137, 2.78419, 2.67398, 2.6361, 2.39871, 2.34803, 2.48294, 2.47508, 2.77303, 2.9002, 2.76293)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (4.12441, 4.32488, 3.83063, 4.34351, 4.33311, 4.36679, 4.40563, 4.31225, 3.98421, 4.17083, 4.36694, 4.25055, 4.22984, 4.1637, 4.40564, 4.40885, 4.35671, 4.33697, 4.48293, 4.31675, 4.29287, 4.34268, 4.3005, 4.33269, 4.30577, 4.46553, 4.41744)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (22.3325, 25.4595, 21.3531, 25.1385, 25.0575, 25.2879, 25.3739, 25.0303, 22.0631, 22.9551, 25.5596, 24.7536, 22.8135, 22.6792, 25.4039, 25.5114, 25.2547, 25.6415, 26.3814, 26.2307, 25.635, 25.672, 25.6094, 25.6229, 25.3601, 25.4401, 25.4806)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (37.2355, 38.1735, 38.8363, 36.1227, 36.065, 37.4648, 36.0527, 36.9047, 35.7928, 37.599, 38.2341, 36.5656, 36.0028, 37.7452, 38.0193, 36.7683, 38.1366, 37.1158, 36.9354, 36.8173, 38.091, 36.5858, 36.6139, 36.7594, 37.5562, 38.1075, 37.1649)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.14768, 3.08317, 3.15644, 1.08146, 1.05103, 2.67378, 1.07159, 1.14416, 1.04528, 2.18083, 2.17288, 1.09806, 1.09642, 2.21232, 2.65796, 1.17832, 2.20464, 1.10084, 1.20931, 1.11882, 2.64196, 1.13057, 1.10149, 1.20331, 2.18349, 1.75471, 1.15535)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (33.0787, 33.2894, 33.5774, 33.0503, 33.0344, 32.9527, 33.1615, 33.7378, 32.9462, 33.3978, 33.8113, 33.4137, 32.9817, 33.5452, 33.5755, 33.6716, 33.6768, 33.7088, 33.5041, 33.476, 33.609, 33.5779, 33.596, 33.6492, 33.3699, 33.8922, 33.5593)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (9.71839, 9.72102, 9.74507, 9.70016, 9.67973, 9.76637, 9.71006, 9.77325, 9.71799, 9.7745, 9.8523, 9.69617, 9.70659, 9.84072, 9.86086, 9.79161, 9.78456, 9.74777, 9.76199, 9.74166, 9.79675, 9.77558, 9.7966, 9.78886, 9.75557, 9.8268, 9.80446)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (8.96973, 8.95696, 9.00623, 8.96144, 8.95139, 9.0203, 8.96529, 9.00086, 8.98874, 9.02401, 9.07465, 8.97269, 8.98236, 9.05312, 9.09455, 9.02263, 9.00165, 8.98542, 8.98172, 8.97139, 9.02858, 9.01836, 9.0318, 9.02974, 8.96712, 9.00584, 8.98686)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.238863, 0.242812, 0.244703, 0.234944, 0.232426, 0.237873, 0.247955, 0.245341, 0.239325, 0.237549, 0.231428, 0.229227, 0.229313, 0.240784, 0.232609, 0.2399, 0.245672, 0.234286, 0.241648, 0.240987, 0.234396, 0.236047, 0.236722, 0.235391, 0.229679, 0.250828, 0.245134)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (23.3558, 23.5639, 23.8278, 23.3457, 23.3502, 23.1817, 23.4469, 23.9602, 23.2236, 23.6188, 23.9545, 23.7131, 23.2707, 23.7001, 23.71, 23.8755, 23.8877, 23.9566, 23.7378, 23.73, 23.8078, 23.7979, 23.7948, 23.8559, 23.6099, 24.061, 23.7503)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (18.147, 18.1343, 18.2722, 18.1471, 18.1499, 18.2696, 18.3003, 18.3351, 18.2561, 18.3266, 18.4095, 18.2371, 18.2193, 18.3768, 18.3675, 18.3689, 18.2522, 18.1623, 18.1518, 18.1273, 18.2581, 18.329, 18.2633, 18.2625, 18.1457, 18.2106, 18.168)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (3.05192, 3.02101, 3.0379, 3.04744, 3.03797, 3.07896, 3.0892, 3.07091, 3.04519, 3.05039, 3.03279, 2.95992, 2.98109, 3.07074, 3.05829, 3.11782, 3.08702, 3.07219, 3.0433, 3.0225, 3.01764, 3.02561, 3.02391, 3.07786, 3.03923, 3.10716, 3.07281)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.00647128, 0.00679808, 0.00640373, 0.00660568, 0.00662839, 0.00662837, 0.00654892, 0.0060899, 0.00646953, 0.00612059, 0.00621657, 0.00632895, 0.00611545, 0.00590264, 0.00650587, 0.00618407, 0.00617734, 0.00622664, 0.00617211, 0.00620352, 0.00631603, 0.00655504, 0.0067788, 0.00644747, 0.00663865, 0.00686001, 0.00662147)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.567963, 0.56698, 0.596383, 0.528657, 0.531359, 0.562384, 0.538508, 0.538958, 0.509912, 0.55727, 0.580554, 0.534157, 0.543385, 0.564177, 0.563857, 0.586669, 0.573534, 0.611589, 0.577858, 0.59119, 0.54795, 0.552825, 0.5848, 0.578485, 0.575379, 0.618345, 0.644113)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (9.4115, 9.68225, 9.54199, 9.42728, 9.34254, 9.49711, 9.39029, 9.83355, 9.40661, 9.86512, 10.2297, 9.38136, 9.45493, 10.2325, 9.83514, 10.2608, 10.184, 10.1803, 10.2396, 10.0801, 10.0457, 10.2229, 10.0038, 10.0932, 9.98536, 10.3094, 10.4623)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.0894, 1.07315, 1.06032, 1.11708, 1.05481, 1.0671, 1.0687, 1.12905, 1.1176, 1.1218, 1.1741, 1.06977, 1.12955, 1.34934, 1.10641, 1.23752, 1.202, 1.11832, 1.11789, 1.15886, 1.27472, 1.2195, 1.11757, 1.12039, 1.11792, 1.15915, 1.2064)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (4.82709, 5.02645, 4.96793, 4.83757, 4.78591, 4.80744, 4.8232, 5.08256, 4.80797, 4.91122, 5.13716, 4.82682, 4.73052, 5.08855, 5.08762, 5.11753, 5.14819, 5.14243, 5.15756, 5.13582, 5.06488, 5.07378, 5.09008, 5.09843, 5.10439, 5.15116, 5.1152)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.85396, 1.92323, 1.86408, 1.86414, 1.83364, 1.84864, 1.83803, 1.9441, 1.83413, 1.8706, 2.00567, 1.85279, 1.82678, 1.95417, 1.95184, 1.95721, 1.99822, 2.00492, 2.00763, 2.00592, 1.93953, 1.96173, 1.95827, 1.98436, 1.96684, 2.01171, 1.99072)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.34255, 1.34326, 1.3488, 1.34216, 1.33914, 1.34918, 1.34305, 1.35014, 1.34706, 1.35158, 1.35993, 1.3403, 1.3413, 1.35399, 1.35718, 1.3531, 1.34762, 1.34765, 1.34719, 1.34417, 1.35382, 1.35114, 1.35362, 1.35516, 1.34336, 1.35008, 1.34879)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.24615, 0.210639, 0.257046, 0.255288, 0.244883, 0.222652, 0.228653, 0.234934, 0.224039, 0.24833, 0.258298, 0.262372, 0.233907, 0.22568, 0.210869, 0.227821, 0.276066, 0.286878, 0.277593, 0.274928, 0.213825, 0.224684, 0.22388, 0.245933, 0.244698, 0.274952, 0.258887)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.97245, 3.1026, 3.10316, 2.97264, 2.9516, 2.95811, 2.98451, 3.13788, 2.97317, 3.04001, 3.13081, 2.97342, 2.90313, 3.13371, 3.13515, 3.15968, 3.1493, 3.13691, 3.14934, 3.12931, 3.12476, 3.1114, 3.1312, 3.11344, 3.13695, 3.13883, 3.1239)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.00519, 2.00029, 2.01543, 2.00638, 2.00011, 2.01175, 2.02086, 2.02003, 2.0182, 2.01991, 2.02465, 2.01032, 2.00957, 2.02723, 2.01975, 2.02228, 2.01045, 2.00083, 1.99957, 1.99846, 2.0117, 2.01756, 2.01096, 2.01291, 2.00025, 2.00516, 2.00149)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.529096, 0.511693, 0.519979, 0.51208, 0.498123, 0.4967, 0.525636, 0.505195, 0.513009, 0.572344, 0.501306, 0.517716, 0.470436, 0.506207, 0.517983, 0.546177, 0.541857, 0.52847, 0.538432, 0.524634, 0.520511, 0.500771, 0.519063, 0.502327, 0.529379, 0.526798, 0.520022)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.2168, 1.23857, 1.20975, 1.19294, 1.22622, 1.34133, 1.23312, 1.18717, 1.21596, 1.30679, 1.27045, 1.19533, 1.34334, 1.26705, 1.18427, 1.34829, 1.32118, 1.31183, 1.48225, 1.18576, 1.22858, 1.3838, 1.28106, 1.3361, 1.19751, 1.26048, 1.44806)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.12095, 2.13483, 2.12766, 2.11656, 2.11276, 2.1116, 2.11227, 2.19463, 2.10505, 2.35455, 2.36411, 2.12791, 2.09603, 2.2814, 2.22154, 2.32473, 2.2621, 2.35309, 2.22596, 2.34648, 2.24602, 2.30364, 2.27531, 2.30263, 2.27857, 2.39882, 2.35397)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (10.5075, 10.8269, 10.8616, 10.5212, 10.5465, 10.4665, 10.5109, 10.8757, 10.5206, 10.9025, 11.1336, 10.517, 10.4162, 10.9492, 10.9108, 11.4265, 11.4954, 10.9998, 11.0429, 11.0707, 10.9739, 10.9453, 10.9641, 10.981, 11.0365, 11.2244, 11.2507)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.06148, 1.04303, 1.24136, 1.04013, 1.05439, 1.04143, 1.05342, 1.07464, 1.04387, 1.08391, 1.09469, 1.04197, 1.04588, 1.07291, 1.08765, 1.13806, 1.05472, 1.08243, 1.11485, 1.11391, 1.06358, 1.07077, 1.09255, 1.09061, 1.10403, 1.07422, 1.10548)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (4.57414, 4.73833, 4.72438, 4.58499, 4.58926, 4.5523, 4.57894, 4.77826, 4.58124, 4.61175, 4.8276, 4.60111, 4.5139, 4.77567, 4.75866, 4.80138, 4.80659, 4.79018, 4.7862, 4.78059, 4.77706, 4.7752, 4.78428, 4.78046, 4.79823, 4.84658, 4.84257)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.6446, 1.65695, 1.64818, 1.64067, 1.64112, 1.64746, 1.63983, 1.66297, 1.64897, 1.64052, 1.69519, 1.63879, 1.63694, 1.68143, 1.67022, 1.67462, 1.67855, 1.67242, 1.67331, 1.67073, 1.67141, 1.67355, 1.67411, 1.67481, 1.68634, 1.7072, 1.70813)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.33843, 1.33803, 1.34123, 1.33709, 1.33861, 1.33953, 1.33772, 1.34354, 1.34364, 1.34398, 1.35062, 1.33821, 1.33955, 1.35097, 1.34483, 1.34725, 1.34205, 1.34008, 1.33973, 1.3379, 1.34385, 1.34593, 1.3466, 1.34766, 1.33772, 1.34185, 1.34064)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.0356494, 0.037106, 0.0365914, 0.0359748, 0.0346129, 0.0368749, 0.0359683, 0.0373973, 0.0354071, 0.0328885, 0.0362289, 0.033864, 0.0337399, 0.0380245, 0.0366202, 0.0371668, 0.039494, 0.036883, 0.0372163, 0.0370798, 0.0380936, 0.0374849, 0.0375091, 0.0372324, 0.0360265, 0.037294, 0.0367513)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.92893, 3.08066, 3.07557, 2.94372, 2.94754, 2.90422, 2.93849, 3.11466, 2.93166, 2.97063, 3.13179, 2.96171, 2.87635, 3.09363, 3.08783, 3.12611, 3.12743, 3.11716, 3.11229, 3.10925, 3.10503, 3.10103, 3.10955, 3.10503, 3.11128, 3.13877, 3.13384)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.00266, 2.00157, 2.01784, 2.00107, 2.00095, 2.00513, 2.01637, 2.02155, 2.01747, 2.01901, 2.03444, 2.0103, 2.007, 2.02997, 2.015, 2.02882, 2.01793, 2.00566, 2.00715, 2.00627, 2.01538, 2.02305, 2.01736, 2.01798, 2.00578, 2.01399, 2.01348)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.340061, 0.33563, 0.332719, 0.339322, 0.335752, 0.339733, 0.342374, 0.338507, 0.338715, 0.334264, 0.334136, 0.329497, 0.326177, 0.338387, 0.336402, 0.340825, 0.338876, 0.337915, 0.334629, 0.332715, 0.333771, 0.33351, 0.332237, 0.337174, 0.334448, 0.340122, 0.337745)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.61708, 1.67556, 1.66648, 1.6338, 1.6259, 1.64253, 1.64158, 1.64215, 1.65523, 1.76509, 1.69852, 1.61616, 1.63476, 1.6994, 1.66322, 1.79979, 1.76993, 1.64924, 1.66325, 1.68781, 1.72217, 1.69271, 1.674, 1.68976, 1.66071, 1.75034, 1.75462)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.92803, 2.94257, 2.85506, 2.92761, 2.94514, 2.91228, 2.91516, 2.91203, 2.92267, 3.11407, 2.97692, 2.90865, 2.90401, 2.93007, 2.95397, 3.19386, 3.34493, 2.95778, 2.96939, 2.95982, 2.95691, 2.95992, 2.9577, 2.96757, 2.97149, 2.96857, 2.98594)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (10.5265, 10.8118, 10.6247, 10.5777, 10.5292, 10.4239, 10.4897, 11.0879, 10.5062, 10.7116, 11.1709, 10.5429, 10.4033, 10.9786, 10.9697, 10.9506, 11.6783, 11.0256, 11.0102, 11.0568, 10.9689, 10.9677, 11.0102, 10.9887, 11.1058, 11.2601, 11.1795)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.09273, 1.06095, 1.0434, 1.04211, 1.04464, 1.03694, 1.05062, 1.08479, 1.06158, 1.0356, 1.10201, 1.06295, 1.03915, 1.08807, 1.07947, 1.0977, 1.17889, 1.08564, 1.07922, 1.10394, 1.1089, 1.05957, 1.09699, 1.08688, 1.10686, 1.07377, 1.09207)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (4.56296, 4.74122, 4.71613, 4.59101, 4.5845, 4.53546, 4.56503, 4.91872, 4.56784, 4.63673, 4.83109, 4.60323, 4.51845, 4.77017, 4.79222, 4.77929, 4.81878, 4.78363, 4.77876, 4.78403, 4.76077, 4.77348, 4.79176, 4.78769, 4.80687, 4.84319, 4.83361)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.64482, 1.65563, 1.64027, 1.63733, 1.63664, 1.64061, 1.63882, 1.65649, 1.64015, 1.64075, 1.69209, 1.63617, 1.63773, 1.67905, 1.6691, 1.67362, 1.68137, 1.66873, 1.67187, 1.67133, 1.67009, 1.67321, 1.67334, 1.67236, 1.68405, 1.7061, 1.70555)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.33889, 1.33747, 1.34287, 1.33644, 1.33851, 1.3369, 1.33868, 1.33963, 1.34102, 1.34288, 1.34938, 1.33804, 1.33906, 1.34648, 1.34465, 1.34496, 1.34557, 1.34059, 1.33974, 1.33841, 1.34289, 1.34519, 1.34734, 1.34648, 1.33473, 1.33846, 1.34074)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.0370016, 0.0374048, 0.0345136, 0.0354777, 0.0343313, 0.0355857, 0.034452, 0.0372132, 0.0346647, 0.0343635, 0.0351376, 0.0342428, 0.0345932, 0.038476, 0.0357052, 0.0368569, 0.038685, 0.0362317, 0.0370947, 0.03691, 0.037574, 0.0377358, 0.0363931, 0.0371267, 0.0364255, 0.0368731, 0.0362488)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.91753, 3.08497, 3.07525, 2.95309, 2.94725, 2.89425, 2.92559, 3.26162, 2.92708, 2.99538, 3.13838, 2.96645, 2.88011, 3.09052, 3.12251, 3.10504, 3.13681, 3.11428, 3.10627, 3.11209, 3.09006, 3.09966, 3.1178, 3.11471, 3.12221, 3.13649, 3.12745)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.00181, 2.00055, 2.0143, 1.99972, 2.00171, 2.00153, 2.01543, 2.02466, 2.01359, 2.01702, 2.03491, 2.00934, 2.00785, 2.03307, 2.01927, 2.02921, 2.01351, 2.00807, 2.00622, 2.00664, 2.01874, 2.02362, 2.01988, 2.01872, 2.00802, 2.01338, 2.01071)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.337046, 0.334795, 0.333262, 0.339212, 0.335655, 0.336679, 0.340515, 0.349751, 0.337654, 0.337154, 0.334973, 0.331491, 0.327828, 0.338269, 0.335757, 0.341579, 0.339439, 0.338401, 0.335408, 0.331769, 0.331375, 0.334663, 0.332876, 0.338827, 0.333787, 0.339658, 0.339953)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.56373, 1.59217, 1.58677, 1.61234, 1.57482, 1.58452, 1.57664, 1.59505, 1.56783, 1.63692, 1.64224, 1.54809, 1.57172, 1.62589, 1.61776, 1.62876, 1.7463, 1.63545, 1.59879, 1.63404, 1.63114, 1.63466, 1.65941, 1.64838, 1.59333, 1.73048, 1.67452)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.98387, 2.99535, 2.91528, 3.00643, 3.00056, 2.95348, 2.98625, 3.00179, 2.99083, 3.06832, 3.05286, 2.99009, 2.9681, 3.01347, 3.0172, 2.99709, 3.39129, 3.00314, 3.04267, 3.01946, 3.01996, 3.05256, 3.00506, 3.02447, 3.09019, 3.03935, 3.01284)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (18.4797, 18.9268, 18.5707, 18.5324, 18.6384, 18.3729, 18.6899, 19.3241, 18.594, 20.0707, 19.3622, 21.0265, 19.0342, 19.3073, 19.342, 19.9939, 19.8815, 19.2556, 19.2081, 19.2193, 19.1243, 19.2645, 19.2296, 19.2726, 19.4561, 19.8988, 19.4235)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.02663, 1.02486, 1.02582, 1.05439, 1.04466, 1.02581, 1.04132, 1.07559, 1.0331, 1.10987, 1.09413, 1.03959, 1.06284, 1.05501, 1.06707, 1.12328, 1.10218, 1.06927, 1.10282, 1.1013, 1.04518, 1.06389, 1.10004, 1.09114, 1.0896, 1.1085, 1.0889)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (16.5866, 16.8959, 16.6498, 16.5821, 16.6969, 16.4741, 16.7374, 17.205, 16.6723, 17.8246, 17.1454, 19.0518, 17.0546, 17.2085, 17.2309, 17.7116, 17.4729, 17.0683, 16.9614, 16.9793, 17.0607, 17.1445, 17.0813, 17.1217, 17.1998, 17.5062, 17.1106)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.00506, 2.01571, 2.00736, 2.00572, 2.00745, 1.99629, 1.99653, 2.01677, 2.01538, 2.01475, 2.06588, 1.99477, 2.00149, 2.04923, 2.03355, 2.04349, 2.04903, 2.03733, 2.04137, 2.03858, 2.0389, 2.04496, 2.04501, 2.0413, 2.05479, 2.08126, 2.0766)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.6485, 1.64489, 1.65489, 1.64744, 1.65005, 1.64192, 1.63911, 1.64965, 1.65526, 1.65278, 1.66311, 1.64078, 1.64648, 1.65834, 1.65249, 1.64994, 1.65063, 1.64703, 1.6479, 1.64558, 1.65751, 1.66103, 1.66071, 1.65919, 1.64653, 1.64937, 1.6503)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.0372619, 0.0399879, 0.0379209, 0.0379271, 0.0387606, 0.0375575, 0.0392794, 0.0380478, 0.0382152, 0.0387565, 0.041085, 0.0363559, 0.0376827, 0.042718, 0.040669, 0.0447963, 0.0433526, 0.0411199, 0.0419777, 0.0433046, 0.0405988, 0.0404472, 0.0404292, 0.0408616, 0.040782, 0.0453919, 0.0417645)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (14.5772, 14.8759, 14.6381, 14.5721, 14.6851, 14.4735, 14.7364, 15.184, 14.6526, 15.8056, 15.0752, 17.0527, 15.0488, 15.155, 15.193, 15.6638, 15.4195, 15.0266, 14.9157, 14.9364, 15.0175, 15.0952, 15.0319, 15.0761, 15.1407, 15.4206, 15.0297)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (10.7219, 10.7018, 10.7538, 10.7161, 10.7265, 10.6893, 10.8233, 10.8153, 10.8379, 10.8341, 10.8628, 10.8073, 10.7884, 10.8642, 10.7562, 10.8849, 10.8007, 10.7032, 10.7075, 10.6958, 10.7572, 10.8405, 10.748, 10.7484, 10.7332, 10.7539, 10.7329)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.56882, 2.57492, 2.5912, 2.57871, 2.61257, 2.58759, 2.64498, 2.68457, 2.58319, 2.60653, 2.57469, 2.6687, 2.56737, 2.61503, 2.57473, 2.69031, 2.66548, 2.62352, 2.57897, 2.57287, 2.58254, 2.57323, 2.56446, 2.60958, 2.61315, 2.68291, 2.62758)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.00617211, 0.00609199, 0.00580541, 0.0061533, 0.00606035, 0.00625412, 0.00617741, 0.00587767, 0.00617644, 0.00626846, 0.00573557, 0.00607987, 0.00580123, 0.00609884, 0.00592969, 0.00607732, 0.00583067, 0.00598663, 0.0058372, 0.0059341, 0.00581271, 0.0058031, 0.00611012, 0.00598252, 0.00630463, 0.00624099, 0.00629212)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.513182, 0.531325, 0.501477, 0.505681, 0.519786, 0.502168, 0.522027, 0.545384, 0.521874, 0.538862, 0.576756, 0.525427, 0.489508, 0.530266, 0.566139, 0.538375, 0.587475, 0.573618, 0.601494, 0.580385, 0.529617, 0.556219, 0.5622, 0.551511, 0.578119, 0.592539, 0.569234)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (7.24233, 7.60622, 7.41558, 7.32738, 7.35093, 7.29042, 7.28865, 7.88596, 7.359, 7.76018, 7.9503, 7.41188, 7.26715, 7.93816, 7.7547, 8.74963, 8.059, 7.6932, 7.6973, 7.75394, 7.70423, 7.66686, 7.7098, 7.69083, 7.9008, 7.93325, 7.84968)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.04461, 1.09917, 1.04276, 1.04248, 1.04767, 1.04409, 1.06676, 1.1962, 1.07862, 1.31424, 1.22112, 1.14462, 1.08959, 1.27987, 1.15496, 1.18227, 1.15474, 1.13994, 1.1322, 1.15856, 1.12703, 1.11406, 1.11065, 1.16292, 1.12455, 1.16292, 1.12193)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.70238, 2.95982, 2.80888, 2.74883, 2.76492, 2.69918, 2.70117, 3.04695, 2.73244, 2.80161, 3.01741, 2.75854, 2.67072, 3.00637, 3.0222, 3.16042, 3.13072, 2.99413, 2.99232, 2.98106, 3.00219, 2.99555, 3.01477, 2.97776, 3.10065, 3.04061, 3.02857)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.635903, 0.726924, 0.619778, 0.651086, 0.636205, 0.62943, 0.615317, 0.757494, 0.648648, 0.64713, 0.759052, 0.640664, 0.612305, 0.758021, 0.780711, 0.792481, 0.756949, 0.739892, 0.748142, 0.741682, 0.75709, 0.751228, 0.745366, 0.74194, 0.758838, 0.756434, 0.74997)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.313967, 0.315233, 0.315487, 0.314193, 0.314426, 0.314703, 0.313382, 0.315272, 0.316475, 0.316563, 0.317257, 0.31558, 0.314684, 0.317691, 0.314332, 0.314838, 0.315499, 0.315981, 0.315414, 0.314346, 0.318056, 0.31738, 0.317559, 0.316896, 0.31483, 0.315226, 0.315797)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.0494081, 0.0462343, 0.0490486, 0.0651267, 0.049267, 0.0547316, 0.0466124, 0.0697398, 0.0621634, 0.0687975, 0.0588976, 0.0535291, 0.0416935, 0.0578661, 0.0801346, 0.094538, 0.0641831, 0.0507194, 0.0574171, 0.055021, 0.0560737, 0.0534007, 0.0520602, 0.0541508, 0.0598435, 0.0669429, 0.0543727)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.0659, 2.2323, 2.18853, 2.09718, 2.12813, 2.06919, 2.08527, 2.28868, 2.08323, 2.15384, 2.25769, 2.1173, 2.05785, 2.24778, 2.24082, 2.36728, 2.37316, 2.25361, 2.24359, 2.23869, 2.2445, 2.24373, 2.26881, 2.23515, 2.3411, 2.28342, 2.27799)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.24704, 1.24718, 1.25228, 1.2468, 1.24981, 1.25009, 1.25764, 1.26567, 1.26157, 1.26537, 1.26459, 1.25804, 1.25482, 1.2669, 1.24895, 1.26574, 1.25764, 1.25123, 1.24868, 1.25027, 1.25417, 1.26088, 1.2548, 1.25589, 1.24728, 1.2539, 1.25376)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.380776, 0.390783, 0.379858, 0.394745, 0.424858, 0.381267, 0.389494, 0.407477, 0.373255, 0.44377, 0.384758, 0.416686, 0.382806, 0.384057, 0.396554, 0.502651, 0.510896, 0.399747, 0.400056, 0.397643, 0.398205, 0.39036, 0.417801, 0.389704, 0.476875, 0.416894, 0.420084)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.18278, 1.24648, 1.21566, 1.18834, 1.19888, 1.20691, 1.19712, 1.23098, 1.21034, 1.26958, 1.23517, 1.16689, 1.18453, 1.21542, 1.22734, 1.29797, 1.26599, 1.18914, 1.21022, 1.22483, 1.20998, 1.21881, 1.23382, 1.20192, 1.22341, 1.20632, 1.21903)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.15098, 2.09466, 2.17139, 2.18133, 2.17402, 2.17559, 2.16127, 2.15942, 2.17071, 2.21617, 2.18886, 2.17241, 2.16023, 2.18894, 2.11189, 2.85856, 2.25567, 2.11581, 2.11528, 2.14094, 2.12355, 2.10276, 2.11851, 2.12537, 2.14808, 2.18727, 2.15136)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (8.4271, 8.81543, 8.49814, 8.47157, 8.48282, 8.45467, 8.45581, 8.96177, 8.43017, 8.96076, 9.01875, 8.43326, 8.35966, 8.90988, 8.8962, 9.7158, 9.57573, 8.85888, 8.86738, 8.92256, 8.89625, 8.92008, 8.87603, 8.90785, 8.93803, 9.01656, 9.00362)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.05025, 1.07574, 1.04372, 1.03957, 1.08644, 1.03847, 1.0673, 1.07157, 1.04424, 1.08465, 1.09905, 1.08949, 1.0404, 1.0708, 1.06465, 1.2458, 1.11376, 1.066, 1.09786, 1.12321, 1.11806, 1.08904, 1.10173, 1.06224, 1.11733, 1.07837, 1.06781)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.6013, 2.78985, 2.72704, 2.63984, 2.64193, 2.62013, 2.666, 2.87277, 2.63128, 2.6773, 2.85344, 2.6202, 2.58388, 2.81743, 2.82397, 2.89192, 2.89582, 2.81118, 2.80653, 2.82007, 2.80203, 2.85167, 2.80519, 2.82585, 2.82311, 2.85218, 2.86496)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.564413, 0.577091, 0.560237, 0.563897, 0.565647, 0.567285, 0.563043, 0.582854, 0.568593, 0.561598, 0.606948, 0.5565, 0.559647, 0.593241, 0.58579, 0.59681, 0.595242, 0.590339, 0.591616, 0.592017, 0.590609, 0.588676, 0.588526, 0.587578, 0.609128, 0.621558, 0.623837)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.309749, 0.309847, 0.311861, 0.309966, 0.311103, 0.311345, 0.310457, 0.313793, 0.312396, 0.312137, 0.31264, 0.309683, 0.310538, 0.314358, 0.311502, 0.312177, 0.311767, 0.310111, 0.309888, 0.310139, 0.313272, 0.31239, 0.312622, 0.311942, 0.309564, 0.31051, 0.310265)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.00901744, 0.00971811, 0.00847501, 0.00910264, 0.00836127, 0.00915254, 0.00852224, 0.0102567, 0.00878789, 0.00801786, 0.00978093, 0.0075958, 0.00822968, 0.0107902, 0.0105786, 0.014038, 0.0119022, 0.0106103, 0.0104446, 0.0104281, 0.0109125, 0.0109916, 0.0107117, 0.0111754, 0.0110981, 0.00971234, 0.00974407)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.03629, 2.21218, 2.16621, 2.07535, 2.07569, 2.05225, 2.10235, 2.28932, 2.06208, 2.11511, 2.24577, 2.06311, 2.02363, 2.22359, 2.23758, 2.29451, 2.29998, 2.22024, 2.21432, 2.22727, 2.21081, 2.26241, 2.21606, 2.23767, 2.2134, 2.23002, 2.24051)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.24776, 1.24712, 1.25288, 1.24719, 1.2494, 1.25387, 1.25949, 1.26637, 1.26282, 1.26166, 1.26091, 1.25639, 1.25528, 1.26621, 1.25568, 1.26691, 1.25817, 1.2483, 1.24699, 1.2464, 1.25348, 1.26217, 1.2528, 1.2519, 1.24936, 1.25105, 1.2504)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.289731, 0.286662, 0.29184, 0.287371, 0.292343, 0.294144, 0.300705, 0.295332, 0.290738, 0.29046, 0.293241, 0.282573, 0.284388, 0.291957, 0.290702, 0.300472, 0.296112, 0.292019, 0.287303, 0.287451, 0.287984, 0.289855, 0.284975, 0.293103, 0.289834, 0.292965, 0.292964)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.61944, 1.69178, 1.63632, 1.6233, 1.6206, 1.64126, 1.61673, 1.70889, 1.64366, 1.81619, 1.70284, 1.60772, 1.63807, 1.74444, 1.72741, 1.81794, 1.79351, 1.69338, 1.67075, 1.65181, 1.70459, 1.69429, 1.69615, 1.72186, 1.68132, 1.69051, 1.70586)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.97174, 2.9217, 2.88673, 2.97484, 2.94453, 2.96555, 2.92253, 2.95773, 2.92214, 3.1653, 2.9562, 2.91664, 2.92452, 2.9354, 2.92923, 3.39188, 3.35376, 2.93942, 2.93149, 2.96441, 2.92683, 2.94748, 2.93453, 2.96241, 2.94916, 2.96971, 2.94421)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (8.43109, 8.76709, 8.48415, 8.45662, 8.48786, 8.37906, 8.41034, 9.05234, 8.43949, 8.85104, 9.18824, 8.42803, 8.38232, 9.08104, 8.90218, 9.61619, 9.64781, 8.91241, 8.93784, 8.97781, 8.94487, 8.91133, 8.91678, 8.87962, 9.06714, 9.18025, 9.17028)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.05418, 1.05112, 1.04339, 1.04921, 1.08134, 1.0359, 1.04266, 1.08647, 1.04377, 1.10195, 1.11177, 1.04703, 1.04085, 1.06367, 1.11261, 1.15163, 1.10114, 1.08017, 1.10636, 1.07314, 1.08806, 1.10078, 1.10726, 1.07272, 1.06805, 1.08166, 1.13299)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.60875, 2.77934, 2.7111, 2.62075, 2.65096, 2.58979, 2.62013, 2.8605, 2.63577, 2.65603, 2.85035, 2.62845, 2.57279, 2.81078, 2.79704, 2.84912, 2.87029, 2.82666, 2.81675, 2.8068, 2.80262, 2.81475, 2.80853, 2.8107, 2.85356, 2.86024, 2.86323)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.564324, 0.576142, 0.556643, 0.561527, 0.564135, 0.55885, 0.55863, 0.577411, 0.568616, 0.562282, 0.613363, 0.560121, 0.558292, 0.590806, 0.583126, 0.58879, 0.594722, 0.592149, 0.593709, 0.591451, 0.585903, 0.588499, 0.589946, 0.588353, 0.607627, 0.62676, 0.623977)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.310135, 0.310119, 0.309744, 0.309065, 0.31161, 0.308255, 0.308387, 0.311974, 0.311979, 0.312944, 0.311016, 0.309969, 0.310313, 0.311279, 0.310399, 0.311737, 0.310902, 0.310441, 0.310254, 0.309101, 0.311217, 0.312137, 0.312614, 0.311781, 0.308728, 0.309294, 0.309756)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.00884691, 0.00969436, 0.00800962, 0.00886958, 0.00850671, 0.00891768, 0.00889261, 0.0105084, 0.00935285, 0.007898, 0.0127749, 0.00815086, 0.00805327, 0.0131287, 0.00967717, 0.0110492, 0.0124665, 0.0105847, 0.0110634, 0.0114761, 0.010849, 0.0111889, 0.0113781, 0.010818, 0.0109238, 0.0114262, 0.00990352)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (2.04383, 2.2026, 2.15386, 2.05864, 2.08623, 2.03036, 2.0609, 2.28249, 2.06655, 2.09316, 2.23636, 2.06772, 2.01391, 2.21936, 2.21331, 2.25972, 2.27498, 2.23381, 2.22232, 2.21475, 2.2161, 2.22563, 2.21795, 2.22174, 2.24534, 2.23286, 2.23866)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.24859, 1.24664, 1.25164, 1.24706, 1.25011, 1.24655, 1.25781, 1.26697, 1.26241, 1.26198, 1.26328, 1.25843, 1.2553, 1.26544, 1.25234, 1.2662, 1.25757, 1.24831, 1.24755, 1.24516, 1.25533, 1.26183, 1.25273, 1.25213, 1.25288, 1.25333, 1.25008)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (0.288858, 0.2884, 0.287396, 0.28853, 0.292156, 0.290218, 0.299965, 0.299442, 0.290257, 0.28898, 0.292625, 0.284056, 0.283274, 0.293432, 0.288001, 0.297784, 0.295361, 0.291121, 0.286499, 0.288026, 0.287932, 0.287095, 0.290724, 0.292803, 0.292013, 0.298046, 0.292887)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (1.57008, 1.64844, 1.58302, 1.58002, 1.55719, 1.58573, 1.57037, 1.70425, 1.58487, 1.69172, 1.75637, 1.55779, 1.57791, 1.8024, 1.63546, 1.80184, 1.84619, 1.6151, 1.62778, 1.72276, 1.69566, 1.64537, 1.6372, 1.66099, 1.71486, 1.73743, 1.68375)
Dates: (20191227, 20191228, 20191229, 20191231, 20200101, 20200102, 20200107, 20200108, 20200109, 20200110, 20200111, 20200112, 20200113, 20200115, 20200117, 20200118, 20200121, 20200123, 20200124, 20200125, 20200126, 20200128, 20200129, 20200130, 20200201, 20200202, 20200203) Wall-clock Time: (3.01777, 2.97498, 2.95306, 3.00487, 3.00961, 2.98587, 2.99823, 3.02008, 2.98637, 3.17934, 3.05525, 2.99023, 3.01386, 3.03029, 3.00417, 3.4563, 3.45229, 3.00861, 3.01312, 3.0006, 3.01546, 3.00465, 3.01197, 2.99992, 3.04874, 3.08032, 3.06171)